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<a href="_c_m_a_c_8h.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a id="l00001" name="l00001"></a><span class="lineno">    1</span><span class="comment">/*!</span></div>
<div class="line"><a id="l00002" name="l00002"></a><span class="lineno">    2</span><span class="comment"> * </span></div>
<div class="line"><a id="l00003" name="l00003"></a><span class="lineno">    3</span><span class="comment"> *</span></div>
<div class="line"><a id="l00004" name="l00004"></a><span class="lineno">    4</span><span class="comment"> * \brief       -</span></div>
<div class="line"><a id="l00005" name="l00005"></a><span class="lineno">    5</span><span class="comment"> *</span></div>
<div class="line"><a id="l00006" name="l00006"></a><span class="lineno">    6</span><span class="comment"> * \author      O. Krause</span></div>
<div class="line"><a id="l00007" name="l00007"></a><span class="lineno">    7</span><span class="comment"> * \date        2010-01-01</span></div>
<div class="line"><a id="l00008" name="l00008"></a><span class="lineno">    8</span><span class="comment"> *</span></div>
<div class="line"><a id="l00009" name="l00009"></a><span class="lineno">    9</span><span class="comment"> *</span></div>
<div class="line"><a id="l00010" name="l00010"></a><span class="lineno">   10</span><span class="comment"> * \par Copyright 1995-2017 Shark Development Team</span></div>
<div class="line"><a id="l00011" name="l00011"></a><span class="lineno">   11</span><span class="comment"> * </span></div>
<div class="line"><a id="l00012" name="l00012"></a><span class="lineno">   12</span><span class="comment"> * &lt;BR&gt;&lt;HR&gt;</span></div>
<div class="line"><a id="l00013" name="l00013"></a><span class="lineno">   13</span><span class="comment"> * This file is part of Shark.</span></div>
<div class="line"><a id="l00014" name="l00014"></a><span class="lineno">   14</span><span class="comment"> * &lt;https://shark-ml.github.io/Shark/&gt;</span></div>
<div class="line"><a id="l00015" name="l00015"></a><span class="lineno">   15</span><span class="comment"> * </span></div>
<div class="line"><a id="l00016" name="l00016"></a><span class="lineno">   16</span><span class="comment"> * Shark is free software: you can redistribute it and/or modify</span></div>
<div class="line"><a id="l00017" name="l00017"></a><span class="lineno">   17</span><span class="comment"> * it under the terms of the GNU Lesser General Public License as published </span></div>
<div class="line"><a id="l00018" name="l00018"></a><span class="lineno">   18</span><span class="comment"> * by the Free Software Foundation, either version 3 of the License, or</span></div>
<div class="line"><a id="l00019" name="l00019"></a><span class="lineno">   19</span><span class="comment"> * (at your option) any later version.</span></div>
<div class="line"><a id="l00020" name="l00020"></a><span class="lineno">   20</span><span class="comment"> * </span></div>
<div class="line"><a id="l00021" name="l00021"></a><span class="lineno">   21</span><span class="comment"> * Shark is distributed in the hope that it will be useful,</span></div>
<div class="line"><a id="l00022" name="l00022"></a><span class="lineno">   22</span><span class="comment"> * but WITHOUT ANY WARRANTY; without even the implied warranty of</span></div>
<div class="line"><a id="l00023" name="l00023"></a><span class="lineno">   23</span><span class="comment"> * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span></div>
<div class="line"><a id="l00024" name="l00024"></a><span class="lineno">   24</span><span class="comment"> * GNU Lesser General Public License for more details.</span></div>
<div class="line"><a id="l00025" name="l00025"></a><span class="lineno">   25</span><span class="comment"> * </span></div>
<div class="line"><a id="l00026" name="l00026"></a><span class="lineno">   26</span><span class="comment"> * You should have received a copy of the GNU Lesser General Public License</span></div>
<div class="line"><a id="l00027" name="l00027"></a><span class="lineno">   27</span><span class="comment"> * along with Shark.  If not, see &lt;http://www.gnu.org/licenses/&gt;.</span></div>
<div class="line"><a id="l00028" name="l00028"></a><span class="lineno">   28</span><span class="comment"> *</span></div>
<div class="line"><a id="l00029" name="l00029"></a><span class="lineno">   29</span><span class="comment"> */</span></div>
<div class="line"><a id="l00030" name="l00030"></a><span class="lineno">   30</span> </div>
<div class="line"><a id="l00031" name="l00031"></a><span class="lineno">   31</span><span class="preprocessor">#ifndef SHARK_ML_MODEL_CMAC_H</span></div>
<div class="line"><a id="l00032" name="l00032"></a><span class="lineno">   32</span><span class="preprocessor">#define SHARK_ML_MODEL_CMAC_H</span></div>
<div class="line"><a id="l00033" name="l00033"></a><span class="lineno">   33</span> </div>
<div class="line"><a id="l00034" name="l00034"></a><span class="lineno">   34</span><span class="preprocessor">#include &lt;<a class="code" href="_d_l_l_support_8h.html">shark/Core/DLLSupport.h</a>&gt;</span></div>
<div class="line"><a id="l00035" name="l00035"></a><span class="lineno">   35</span><span class="preprocessor">#include &lt;<a class="code" href="_abstract_model_8h.html">shark/Models/AbstractModel.h</a>&gt;</span></div>
<div class="line"><a id="l00036" name="l00036"></a><span class="lineno">   36</span><span class="preprocessor">#include &lt;<a class="code" href="_random_8h.html">shark/Core/Random.h</a>&gt;</span></div>
<div class="line"><a id="l00037" name="l00037"></a><span class="lineno">   37</span><span class="preprocessor">#include &lt;vector&gt;</span></div>
<div class="line"><a id="l00038" name="l00038"></a><span class="lineno">   38</span> </div>
<div class="line"><a id="l00039" name="l00039"></a><span class="lineno">   39</span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespaceshark.html" title="AbstractMultiObjectiveOptimizer.">shark</a>{</div>
<div class="line"><a id="l00040" name="l00040"></a><span class="lineno">   40</span><span class="comment"></span> </div>
<div class="line"><a id="l00041" name="l00041"></a><span class="lineno">   41</span><span class="comment">///</span></div>
<div class="line"><a id="l00042" name="l00042"></a><span class="lineno">   42</span><span class="comment">/// \brief The CMACMap class represents a linear combination of piecewise constant functions</span></div>
<div class="line"><a id="l00043" name="l00043"></a><span class="lineno">   43</span><span class="comment">///</span></div>
<div class="line"><a id="l00044" name="l00044"></a><span class="lineno">   44</span><span class="comment">/// when a point is fed into the CMAC, it is first mapped into a vector of binary features.</span></div>
<div class="line"><a id="l00045" name="l00045"></a><span class="lineno">   45</span><span class="comment">/// For this purpose the inputspace is divided into several tilings. Every tiling produces a bitstring where an element</span></div>
<div class="line"><a id="l00046" name="l00046"></a><span class="lineno">   46</span><span class="comment">/// is 1 if the point lies inside the tile, 0 otherwise. The concatenation of all tilings forms the feature vector which is then fed</span></div>
<div class="line"><a id="l00047" name="l00047"></a><span class="lineno">   47</span><span class="comment">/// into a linear function.</span></div>
<div class="line"><a id="l00048" name="l00048"></a><span class="lineno">   48</span><span class="comment">/// Usually the CMAC is only good for low dimensional input data since the size of the featurevector grows exponentially with the</span></div>
<div class="line"><a id="l00049" name="l00049"></a><span class="lineno">   49</span><span class="comment">/// number of dimensions.</span></div>
<div class="line"><a id="l00050" name="l00050"></a><span class="lineno">   50</span><span class="comment">///</span></div>
<div class="line"><a id="l00051" name="l00051"></a><span class="lineno">   51</span><span class="comment">/// \ingroup models</span></div>
<div class="foldopen" id="foldopen00052" data-start="{" data-end="};">
<div class="line"><a id="l00052" name="l00052"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html">   52</a></span><span class="comment"></span><span class="keyword">class </span><a class="code hl_class" href="classshark_1_1_c_m_a_c_map.html" title="The CMACMap class represents a linear combination of piecewise constant functions.">CMACMap</a> :<span class="keyword">public</span> <a class="code hl_class" href="classshark_1_1_abstract_model.html" title="Base class for all Models.">AbstractModel</a>&lt;RealVector,RealVector&gt;{</div>
<div class="line"><a id="l00053" name="l00053"></a><span class="lineno">   53</span><span class="keyword">protected</span>:<span class="comment"></span></div>
<div class="line"><a id="l00054" name="l00054"></a><span class="lineno">   54</span><span class="comment">    ///offset of the position of every tiling</span></div>
<div class="line"><a id="l00055" name="l00055"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#ac4c1059f4f78b58888279e1c2674fb30">   55</a></span><span class="comment"></span>    RealMatrix <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#ac4c1059f4f78b58888279e1c2674fb30" title="offset of the position of every tiling">m_offset</a>;</div>
<div class="line"><a id="l00056" name="l00056"></a><span class="lineno">   56</span><span class="comment"></span> </div>
<div class="line"><a id="l00057" name="l00057"></a><span class="lineno">   57</span><span class="comment">    ///coordinate offset for every dimension in the Array</span></div>
<div class="line"><a id="l00058" name="l00058"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#acd01d7f5d8e45d4c0417a2302fed67bd">   58</a></span><span class="comment"></span>    std::vector&lt;std::size_t&gt; <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#acd01d7f5d8e45d4c0417a2302fed67bd" title="coordinate offset for every dimension in the Array">m_dimOffset</a>;</div>
<div class="line"><a id="l00059" name="l00059"></a><span class="lineno">   59</span><span class="comment"></span> </div>
<div class="line"><a id="l00060" name="l00060"></a><span class="lineno">   60</span><span class="comment">    ///lower bound and tileWidth for every Dimension</span></div>
<div class="line"><a id="l00061" name="l00061"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a8f5ac6df99e391cb3c6774c17f658062">   61</a></span><span class="comment"></span>    RealMatrix <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#a8f5ac6df99e391cb3c6774c17f658062" title="lower bound and tileWidth for every Dimension">m_tileBounds</a>;</div>
<div class="line"><a id="l00062" name="l00062"></a><span class="lineno">   62</span><span class="comment"></span> </div>
<div class="line"><a id="l00063" name="l00063"></a><span class="lineno">   63</span><span class="comment">    ///number of tilings</span></div>
<div class="line"><a id="l00064" name="l00064"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a1f8b8b4ff4907c0211c2f174caedf62e">   64</a></span><span class="comment"></span>    std::size_t <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#a1f8b8b4ff4907c0211c2f174caedf62e" title="number of tilings">m_tilings</a>;</div>
<div class="line"><a id="l00065" name="l00065"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a7eb4aece02496b56d1a933809dd11ad3">   65</a></span>    std::size_t <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#a7eb4aece02496b56d1a933809dd11ad3">m_parametersPerTiling</a>;</div>
<div class="line"><a id="l00066" name="l00066"></a><span class="lineno">   66</span> </div>
<div class="line"><a id="l00067" name="l00067"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#affc1db09caf1b66d540713e837a00ee4">   67</a></span>    <a class="code hl_class" href="classshark_1_1_shape.html" title="Represents the Shape of an input or output.">Shape</a> <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#affc1db09caf1b66d540713e837a00ee4">m_inputShape</a>;</div>
<div class="line"><a id="l00068" name="l00068"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#ab56d6a05e25bf25915d43f1cdecc38e2">   68</a></span>    std::size_t <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#ab56d6a05e25bf25915d43f1cdecc38e2">m_inputSize</a>;</div>
<div class="line"><a id="l00069" name="l00069"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a6ac5cba0a943b97b03c8c7f9b37c3a0a">   69</a></span>    <a class="code hl_class" href="classshark_1_1_shape.html" title="Represents the Shape of an input or output.">Shape</a> <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#a6ac5cba0a943b97b03c8c7f9b37c3a0a">m_outputShape</a>;</div>
<div class="line"><a id="l00070" name="l00070"></a><span class="lineno">   70</span><span class="comment"></span> </div>
<div class="line"><a id="l00071" name="l00071"></a><span class="lineno">   71</span><span class="comment">    ///The parameters of the model</span></div>
<div class="line"><a id="l00072" name="l00072"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a57c34792fcd21c26783d0542e260d47c">   72</a></span><span class="comment"></span>    RealVector <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#a57c34792fcd21c26783d0542e260d47c" title="The parameters of the model.">m_parameters</a>;</div>
<div class="line"><a id="l00073" name="l00073"></a><span class="lineno">   73</span><span class="comment"></span> </div>
<div class="line"><a id="l00074" name="l00074"></a><span class="lineno">   74</span><span class="comment">    ///calculates the index in the parameter vector for the activated feature in the tiling</span></div>
<div class="line"><a id="l00075" name="l00075"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a0f4d676381fa8c601e3a7e18c67420e9">   75</a></span><span class="comment"></span>    <a class="code hl_define" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f" title="Defines SHARK_COMPILE_DLL.">SHARK_EXPORT_SYMBOL</a> std::size_t <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a0f4d676381fa8c601e3a7e18c67420e9" title="calculates the index in the parameter vector for the activated feature in the tiling">getArrayIndexForTiling</a>(std::size_t indexOfTiling,RealVector <span class="keyword">const</span>&amp; point)<span class="keyword">const</span>;<span class="comment"></span></div>
<div class="line"><a id="l00076" name="l00076"></a><span class="lineno">   76</span><span class="comment">    ///returns an index in the parameter array for each activated feature</span></div>
<div class="line"><a id="l00077" name="l00077"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a95d4ca42a05943cdea9195f6f99851e5">   77</a></span><span class="comment"></span>    <a class="code hl_define" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f" title="Defines SHARK_COMPILE_DLL.">SHARK_EXPORT_SYMBOL</a> std::vector&lt;std::size_t&gt; <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a95d4ca42a05943cdea9195f6f99851e5" title="returns an index in the parameter array for each activated feature">getIndizes</a>(blas::dense_vector_adaptor&lt;double const&gt; <span class="keyword">const</span>&amp; point)<span class="keyword">const</span>;</div>
<div class="line"><a id="l00078" name="l00078"></a><span class="lineno">   78</span><span class="keyword">public</span>:<span class="comment"></span></div>
<div class="line"><a id="l00079" name="l00079"></a><span class="lineno">   79</span><span class="comment">    ///\brief construct the CMAC</span></div>
<div class="line"><a id="l00080" name="l00080"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#ab3c645c7695685c7f79a4bbbf1eb3f9a">   80</a></span><span class="comment"></span>    <a class="code hl_define" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f" title="Defines SHARK_COMPILE_DLL.">SHARK_EXPORT_SYMBOL</a> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#ab3c645c7695685c7f79a4bbbf1eb3f9a" title="construct the CMAC">CMACMap</a>();</div>
<div class="line"><a id="l00081" name="l00081"></a><span class="lineno">   81</span><span class="comment"></span> </div>
<div class="line"><a id="l00082" name="l00082"></a><span class="lineno">   82</span><span class="comment">    /// \brief From INameable: return the class name.</span></div>
<div class="foldopen" id="foldopen00083" data-start="{" data-end="}">
<div class="line"><a id="l00083" name="l00083"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a5472d8dbda3cd1256d809dca83939952">   83</a></span><span class="comment"></span>    std::string <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a5472d8dbda3cd1256d809dca83939952" title="From INameable: return the class name.">name</a>()<span class="keyword"> const</span></div>
<div class="line"><a id="l00084" name="l00084"></a><span class="lineno">   84</span><span class="keyword">    </span>{ <span class="keywordflow">return</span> <span class="stringliteral">&quot;CMACMap&quot;</span>; }</div>
</div>
<div class="line"><a id="l00085" name="l00085"></a><span class="lineno">   85</span><span class="comment"></span> </div>
<div class="line"><a id="l00086" name="l00086"></a><span class="lineno">   86</span><span class="comment">    ///\brief initializes the structure of the cmac. it uses the same lower and upper bound for every input dimension. default is [0,1]</span></div>
<div class="line"><a id="l00087" name="l00087"></a><span class="lineno">   87</span><span class="comment">    ///</span></div>
<div class="line"><a id="l00088" name="l00088"></a><span class="lineno">   88</span><span class="comment">    ///\param inputs Shape of the input dimensions</span></div>
<div class="line"><a id="l00089" name="l00089"></a><span class="lineno">   89</span><span class="comment">    ///\param outputs Shape of the input dimensions</span></div>
<div class="line"><a id="l00090" name="l00090"></a><span class="lineno">   90</span><span class="comment">    ///\param numberOfTilings number of Tilings to be created</span></div>
<div class="line"><a id="l00091" name="l00091"></a><span class="lineno">   91</span><span class="comment">    ///\param numberOfTiles amount of tiles per dimension</span></div>
<div class="line"><a id="l00092" name="l00092"></a><span class="lineno">   92</span><span class="comment">    ///\param lower lower bound of input values</span></div>
<div class="line"><a id="l00093" name="l00093"></a><span class="lineno">   93</span><span class="comment">    ///\param upper upper bound of input values</span></div>
<div class="line"><a id="l00094" name="l00094"></a><span class="lineno">   94</span><span class="comment">    ///\param randomTiles flag specifying whether distance between tiles is regular or randomized</span></div>
<div class="line"><a id="l00095" name="l00095"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a5c3505416e7e73665b21ee7cb5a83973">   95</a></span><span class="comment"></span>    <a class="code hl_define" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f" title="Defines SHARK_COMPILE_DLL.">SHARK_EXPORT_SYMBOL</a> <span class="keywordtype">void</span> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a5c3505416e7e73665b21ee7cb5a83973" title="initializes the structure of the cmac. it uses the same lower and upper bound for every input dimensi...">setStructure</a>(<a class="code hl_class" href="classshark_1_1_shape.html" title="Represents the Shape of an input or output.">Shape</a> <span class="keyword">const</span>&amp; inputs, <a class="code hl_class" href="classshark_1_1_shape.html" title="Represents the Shape of an input or output.">Shape</a> <span class="keyword">const</span>&amp; outputs, std::size_t numberOfTilings, std::size_t numberOfTiles, <span class="keywordtype">double</span> lower = 0., <span class="keywordtype">double</span> upper = 1.,<span class="keywordtype">bool</span> randomTiles = <span class="keyword">false</span>);</div>
<div class="line"><a id="l00096" name="l00096"></a><span class="lineno">   96</span><span class="comment"></span> </div>
<div class="line"><a id="l00097" name="l00097"></a><span class="lineno">   97</span><span class="comment">    ///\brief initializes the structure of the cmac</span></div>
<div class="line"><a id="l00098" name="l00098"></a><span class="lineno">   98</span><span class="comment">    ///</span></div>
<div class="line"><a id="l00099" name="l00099"></a><span class="lineno">   99</span><span class="comment">    ///\param inputs number of input dimensions</span></div>
<div class="line"><a id="l00100" name="l00100"></a><span class="lineno">  100</span><span class="comment">    ///\param outputs number of output dimensions</span></div>
<div class="line"><a id="l00101" name="l00101"></a><span class="lineno">  101</span><span class="comment">    ///\param numberOfTilings number of Tilings to be created</span></div>
<div class="line"><a id="l00102" name="l00102"></a><span class="lineno">  102</span><span class="comment">    ///\param numberOfTiles amount of tiles per dimension</span></div>
<div class="line"><a id="l00103" name="l00103"></a><span class="lineno">  103</span><span class="comment">    ///\param bounds lower and upper bounts for every input dimension. every row consists of (lower,upper)</span></div>
<div class="line"><a id="l00104" name="l00104"></a><span class="lineno">  104</span><span class="comment">    ///\param randomTiles flag specifying whether distance between tiles is regular or randomized</span></div>
<div class="line"><a id="l00105" name="l00105"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a5bd9bdcfcb262149ede0318b659b66fb">  105</a></span><span class="comment"></span>    <a class="code hl_define" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f" title="Defines SHARK_COMPILE_DLL.">SHARK_EXPORT_SYMBOL</a> <span class="keywordtype">void</span> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a5bd9bdcfcb262149ede0318b659b66fb" title="initializes the structure of the cmac">setStructure</a>(<a class="code hl_class" href="classshark_1_1_shape.html" title="Represents the Shape of an input or output.">Shape</a> <span class="keyword">const</span>&amp; inputs, <a class="code hl_class" href="classshark_1_1_shape.html" title="Represents the Shape of an input or output.">Shape</a> <span class="keyword">const</span>&amp; outputs, std::size_t numberOfTilings, std::size_t numberOfTiles, RealMatrix <span class="keyword">const</span>&amp; bounds,<span class="keywordtype">bool</span> randomTiles = <span class="keyword">false</span>);</div>
<div class="line"><a id="l00106" name="l00106"></a><span class="lineno">  106</span><span class="comment"></span> </div>
<div class="line"><a id="l00107" name="l00107"></a><span class="lineno">  107</span><span class="comment">    ///\brief Returns the expected shape of the input</span></div>
<div class="foldopen" id="foldopen00108" data-start="{" data-end="}">
<div class="line"><a id="l00108" name="l00108"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a62d37e3104adce826f02f83e796070ec">  108</a></span><span class="comment"></span>    <a class="code hl_class" href="classshark_1_1_shape.html" title="Represents the Shape of an input or output.">Shape</a> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a62d37e3104adce826f02f83e796070ec" title="Returns the expected shape of the input.">inputShape</a>()<span class="keyword"> const</span>{</div>
<div class="line"><a id="l00109" name="l00109"></a><span class="lineno">  109</span>        <span class="keywordflow">return</span> <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#affc1db09caf1b66d540713e837a00ee4">m_inputShape</a>;</div>
<div class="line"><a id="l00110" name="l00110"></a><span class="lineno">  110</span>    }<span class="comment"></span></div>
</div>
<div class="line"><a id="l00111" name="l00111"></a><span class="lineno">  111</span><span class="comment">    ///\brief Returns the shape of the output</span></div>
<div class="foldopen" id="foldopen00112" data-start="{" data-end="}">
<div class="line"><a id="l00112" name="l00112"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a014784979a9cf1516977daaa94b88c9b">  112</a></span><span class="comment"></span>    <a class="code hl_class" href="classshark_1_1_shape.html" title="Represents the Shape of an input or output.">Shape</a> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a014784979a9cf1516977daaa94b88c9b" title="Returns the shape of the output.">outputShape</a>()<span class="keyword"> const</span>{</div>
<div class="line"><a id="l00113" name="l00113"></a><span class="lineno">  113</span>        <span class="keywordflow">return</span> <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#a6ac5cba0a943b97b03c8c7f9b37c3a0a">m_outputShape</a>;</div>
<div class="line"><a id="l00114" name="l00114"></a><span class="lineno">  114</span>    }</div>
</div>
<div class="line"><a id="l00115" name="l00115"></a><span class="lineno">  115</span>    </div>
<div class="foldopen" id="foldopen00116" data-start="{" data-end="}">
<div class="line"><a id="l00116" name="l00116"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a6e01866bc989b8671047e1474cace120">  116</a></span>    <span class="keyword">virtual</span> RealVector <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a6e01866bc989b8671047e1474cace120" title="Return the parameter vector.">parameterVector</a>()<span class="keyword">const</span>{</div>
<div class="line"><a id="l00117" name="l00117"></a><span class="lineno">  117</span>        <span class="keywordflow">return</span> <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#a57c34792fcd21c26783d0542e260d47c" title="The parameters of the model.">m_parameters</a>;</div>
<div class="line"><a id="l00118" name="l00118"></a><span class="lineno">  118</span>    }</div>
</div>
<div class="foldopen" id="foldopen00119" data-start="{" data-end="}">
<div class="line"><a id="l00119" name="l00119"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#aa6e4916b5dd3ae2a04d771afa1ca5ca8">  119</a></span>    <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#aa6e4916b5dd3ae2a04d771afa1ca5ca8" title="Set the parameter vector.">setParameterVector</a>(RealVector <span class="keyword">const</span>&amp; newParameters){</div>
<div class="line"><a id="l00120" name="l00120"></a><span class="lineno">  120</span>        <a class="code hl_define" href="_exception_8h.html#a42a6a50e4d06c00d60fbca5333f40768">SIZE_CHECK</a>(<a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a692900ceb1b76ebfc7fa74d4e5eec942" title="Return the number of parameters.">numberOfParameters</a>() == newParameters.size());</div>
<div class="line"><a id="l00121" name="l00121"></a><span class="lineno">  121</span>        <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#a57c34792fcd21c26783d0542e260d47c" title="The parameters of the model.">m_parameters</a>=newParameters;</div>
<div class="line"><a id="l00122" name="l00122"></a><span class="lineno">  122</span>    }</div>
</div>
<div class="foldopen" id="foldopen00123" data-start="{" data-end="}">
<div class="line"><a id="l00123" name="l00123"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a692900ceb1b76ebfc7fa74d4e5eec942">  123</a></span>    <span class="keyword">virtual</span> std::size_t <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a692900ceb1b76ebfc7fa74d4e5eec942" title="Return the number of parameters.">numberOfParameters</a>()<span class="keyword">const</span>{</div>
<div class="line"><a id="l00124" name="l00124"></a><span class="lineno">  124</span>        <span class="keywordflow">return</span> <a class="code hl_variable" href="classshark_1_1_c_m_a_c_map.html#a57c34792fcd21c26783d0542e260d47c" title="The parameters of the model.">m_parameters</a>.size();</div>
<div class="line"><a id="l00125" name="l00125"></a><span class="lineno">  125</span>    }</div>
</div>
<div class="line"><a id="l00126" name="l00126"></a><span class="lineno">  126</span> </div>
<div class="foldopen" id="foldopen00127" data-start="{" data-end="}">
<div class="line"><a id="l00127" name="l00127"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a262bfb0a301de3af1bcac7f5718ef782">  127</a></span>    boost::shared_ptr&lt;State&gt; <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a262bfb0a301de3af1bcac7f5718ef782" title="Creates an internal state of the model.">createState</a>()<span class="keyword">const</span>{</div>
<div class="line"><a id="l00128" name="l00128"></a><span class="lineno">  128</span>        <span class="keywordflow">return</span> boost::shared_ptr&lt;State&gt;(<span class="keyword">new</span> <a class="code hl_struct" href="structshark_1_1_empty_state.html" title="Default State of an Object which does not need a State.">EmptyState</a>());</div>
<div class="line"><a id="l00129" name="l00129"></a><span class="lineno">  129</span>    }</div>
</div>
<div class="line"><a id="l00130" name="l00130"></a><span class="lineno">  130</span>    </div>
<div class="line"><a id="l00131" name="l00131"></a><span class="lineno">  131</span>    <span class="keyword">using </span><a class="code hl_class" href="classshark_1_1_abstract_model.html" title="Base class for all Models.">AbstractModel</a>&lt;RealVector,RealVector&gt;<a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#adb9b49636c80a28b5df84ea629e11702">::eval</a>;</div>
<div class="line"><a id="l00132" name="l00132"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#adb9b49636c80a28b5df84ea629e11702">  132</a></span>    <a class="code hl_define" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f" title="Defines SHARK_COMPILE_DLL.">SHARK_EXPORT_SYMBOL</a> <span class="keywordtype">void</span> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#adb9b49636c80a28b5df84ea629e11702">eval</a>(<span class="keyword">const</span> RealMatrix&amp; patterns,RealMatrix&amp; outputs)<span class="keyword">const</span>;</div>
<div class="foldopen" id="foldopen00133" data-start="{" data-end="}">
<div class="line"><a id="l00133" name="l00133"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#aabb0c96494086be3b80fee2c45af694f">  133</a></span>    <span class="keywordtype">void</span> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#aabb0c96494086be3b80fee2c45af694f">eval</a>(<span class="keyword">const</span> RealMatrix&amp; patterns,RealMatrix&amp; outputs, <a class="code hl_struct" href="structshark_1_1_state.html" title="Represents the State of an Object.">State</a>&amp; state)<span class="keyword">const</span>{</div>
<div class="line"><a id="l00134" name="l00134"></a><span class="lineno">  134</span>        <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#adb9b49636c80a28b5df84ea629e11702">eval</a>(patterns,outputs);</div>
<div class="line"><a id="l00135" name="l00135"></a><span class="lineno">  135</span>    }</div>
</div>
<div class="line"><a id="l00136" name="l00136"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a031287cd10309ed47498ec798d445540">  136</a></span>    <a class="code hl_define" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f" title="Defines SHARK_COMPILE_DLL.">SHARK_EXPORT_SYMBOL</a> <span class="keywordtype">void</span> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a031287cd10309ed47498ec798d445540">weightedParameterDerivative</a>(</div>
<div class="line"><a id="l00137" name="l00137"></a><span class="lineno">  137</span>        RealMatrix <span class="keyword">const</span>&amp; pattern, </div>
<div class="line"><a id="l00138" name="l00138"></a><span class="lineno">  138</span>        <a class="code hl_typedef" href="classshark_1_1_abstract_model.html#aa0c72e230b9a1324c95ba8ac0b07ba13" title="defines the batch type of the output type">BatchOutputType</a> <span class="keyword">const</span>&amp; outputs,</div>
<div class="line"><a id="l00139" name="l00139"></a><span class="lineno">  139</span>        RealMatrix <span class="keyword">const</span>&amp; coefficients,  </div>
<div class="line"><a id="l00140" name="l00140"></a><span class="lineno">  140</span>        <a class="code hl_struct" href="structshark_1_1_state.html" title="Represents the State of an Object.">State</a> <span class="keyword">const</span>&amp; state,</div>
<div class="line"><a id="l00141" name="l00141"></a><span class="lineno">  141</span>        RealVector&amp; gradient)<span class="keyword">const</span>;</div>
<div class="line"><a id="l00142" name="l00142"></a><span class="lineno">  142</span><span class="comment"></span> </div>
<div class="line"><a id="l00143" name="l00143"></a><span class="lineno">  143</span><span class="comment">    /// From ISerializable, reads a model from an archive</span></div>
<div class="line"><a id="l00144" name="l00144"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#a1af8ce06b347c7ab4c4069cd196d85dd">  144</a></span><span class="comment"></span>    <a class="code hl_define" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f" title="Defines SHARK_COMPILE_DLL.">SHARK_EXPORT_SYMBOL</a> <span class="keywordtype">void</span> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#a1af8ce06b347c7ab4c4069cd196d85dd" title="From ISerializable, reads a model from an archive.">read</a>( <a class="code hl_typedef" href="namespaceshark.html#ada68729491840669e47c8ad42282424f" title="Type of an archive to read from.">InArchive</a> &amp; archive );</div>
<div class="line"><a id="l00145" name="l00145"></a><span class="lineno">  145</span><span class="comment"></span> </div>
<div class="line"><a id="l00146" name="l00146"></a><span class="lineno">  146</span><span class="comment">    /// From ISerializable, writes a model to an archive</span></div>
<div class="line"><a id="l00147" name="l00147"></a><span class="lineno"><a class="line" href="classshark_1_1_c_m_a_c_map.html#ad9597822967b16ae5a73a9d3c9af1309">  147</a></span><span class="comment"></span>    <a class="code hl_define" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f" title="Defines SHARK_COMPILE_DLL.">SHARK_EXPORT_SYMBOL</a> <span class="keywordtype">void</span> <a class="code hl_function" href="classshark_1_1_c_m_a_c_map.html#ad9597822967b16ae5a73a9d3c9af1309" title="From ISerializable, writes a model to an archive.">write</a>( <a class="code hl_typedef" href="namespaceshark.html#af4f8eb8e9618f5236b71bbcb12b8a524" title="Type of an archive to write to.">OutArchive</a> &amp; archive ) <span class="keyword">const</span>;</div>
<div class="line"><a id="l00148" name="l00148"></a><span class="lineno">  148</span>};</div>
</div>
<div class="line"><a id="l00149" name="l00149"></a><span class="lineno">  149</span> </div>
<div class="line"><a id="l00150" name="l00150"></a><span class="lineno">  150</span> </div>
<div class="line"><a id="l00151" name="l00151"></a><span class="lineno">  151</span>}</div>
<div class="line"><a id="l00152" name="l00152"></a><span class="lineno">  152</span><span class="preprocessor">#endif</span></div>
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